Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each entity within the system must communicate effectively to attain a shared goal. This involves careful architecture of the interaction platform, coupled with robust techniques for reasoning. Challenges arise in fields such as r